# Loading and cleaning data
ucsb_data <- read.csv('UCSB_pitchlog.csv')
ucsb_data <- clean_names(ucsb_data)
ucsb_data <- filter(ucsb_data, pitch_result != "")
ucsb_data$inning <- as.numeric(str_split_i(ucsb_data$inn, " ", -1))
team_data <- read.csv('STLouis_pitchlog.csv')
team_data <- clean_names(team_data)
team_data <- filter(team_data, pitch_result != "")
team_data$inning <- as.numeric(str_split_i(team_data$inn, " ", -1))
# Splitting UCSB data
sb_rbi_pitches <- filter(ucsb_data, runs != 0)
sb_two_strikes <- ucsb_data[grep('-2', ucsb_data$count), ]
sb_first_pitch <- ucsb_data[grep('0-0', ucsb_data$count), ]
sb_swings <- ucsb_data[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", ucsb_data$pitch_result), ]
sb_misses <- ucsb_data[grep("Swinging|Missed", ucsb_data$pitch_result), ]
sb_takes <- filter(ucsb_data, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_no_runners <- filter(ucsb_data, man_on1st == 0 & man_on2nd == 0 & man_on3rd == 0)
sb_scoring_pos <- filter(ucsb_data, man_on2nd == 1 | man_on3rd == 1)
sb_no_outs <- filter(ucsb_data, outs == 0)
sb_two_outs <- filter(ucsb_data, outs == 2)
# Splitting other team data
rbi_pitches <- filter(team_data, runs != 0)
two_strikes <- team_data[grep('-2', team_data$count), ]
first_pitch <- team_data[grep('0-0', team_data$count), ]
swings <- team_data[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", team_data$pitch_result), ]
misses <- team_data[grep("Swinging|Missed", team_data$pitch_result), ]
takes <- filter(team_data, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
no_runners <- filter(team_data, man_on1st == 0 & man_on2nd == 0 & man_on3rd == 0)
scoring_pos <- filter(team_data, man_on2nd == 1 | man_on3rd == 1)
no_outs <- filter(team_data, outs == 0)
two_outs <- filter(team_data, outs == 2)
# Function to generate metrics
generate_stats <- function(sit) {
sit_s <- sit[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit$pitch_result), ]
sit_w <- sit[grep("Swinging|Missed", sit$pitch_result), ]
sit_t <- filter(sit, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
swing_perc <- (count(sit_s)/count(sit))*100
take_perc <- (count(sit_t)/count(sit))*100
whiff_perc <- (count(sit_w)/count(sit_s))*100
sit_off <- filter(sit, px_norm < -1 | px_norm > 1 | pz_norm < -1 | pz_norm > 1)
chase_perc <- (count(sit_off[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", x = sit_off$pitch_result), ])/count(sit_off))*100
sit_in <- filter(sit, px_norm >= -1 & px_norm <= 1 & pz_norm >= -1 & pz_norm <= 1)
sit_ins <- sit_in[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit_in$pitch_result), ]
inzone_swing_perc <- (count(sit_ins)/count(sit_in))*100
inzone_whiff_perc <- (count(sit_in[grep("Swinging|Missed", sit_in$pitch_result), ])/count(sit_ins))*100
return (c(swing_perc, take_perc, whiff_perc, chase_perc, inzone_swing_perc, inzone_whiff_perc))
}
### d = data, t = type, n = title, c = color
generate_zone <- function(d, t, n, c){
if(count(filter(d, type == t)) > 1) {
ggplot(filter(d, type == t), aes(x = px_norm, y = pz_norm)) +
geom_density_2d(color = 'blue', alpha = 0.3, linewidth=0.7) +
labs(title = n,
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82) +
geom_point(aes(x = px_norm, y = pz_norm), color = c, size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
} else {
ggplot(filter(d, type == t), aes(x = px_norm, y = pz_norm)) +
labs(title = n,
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82) +
geom_point(aes(x = px_norm, y = pz_norm), color = c, size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
}
}
stats_by_pitch <- function(sit) {
fb <- filter(sit, type=="Fastball")
cb <- filter(sit, type=="Curveball")
sl <- filter(sit, type=="Slider")
ch <- filter(sit, type=="Changeup")
si <- filter(sit, type=="Sinker")
fb_stats <- generate_stats(fb)
cb_stats <- generate_stats(cb)
sl_stats <- generate_stats(sl)
ch_stats <- generate_stats(ch)
si_stats <- generate_stats(sl)
return (c(fb_stats, cb_stats, sl_stats, ch_stats, si_stats))
}
generate_stats <- function(sit) {
sit_s <- sit[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit$pitch_result), ]
sit_w <- sit[grep("Swinging|Missed", sit$pitch_result), ]
sit_t <- filter(sit, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
swing_perc <- (count(sit_s)/count(sit))*100
take_perc <- (count(sit_t)/count(sit))*100
whiff_perc <- (count(sit_w)/count(sit_s))*100
sit_off <- filter(sit, px_norm < -1 | px_norm > 1 | pz_norm < -1 | pz_norm > 1)
chase_perc <- (count(sit_off[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", x = sit_off$pitch_result), ])/count(sit_off))*100
sit_in <- filter(sit, px_norm >= -1 & px_norm <= 1 & pz_norm >= -1 & pz_norm <= 1)
sit_ins <- sit_in[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sit_in$pitch_result), ]
inzone_swing_perc <- (count(sit_ins)/count(sit_in))*100
inzone_whiff_perc <- (count(sit_in[grep("Swinging|Missed", sit_in$pitch_result), ])/count(sit_ins))*100
return (c(swing_perc, take_perc, whiff_perc, chase_perc, inzone_swing_perc, inzone_whiff_perc))
}
generate_pitch_stats <- function(sit) {
outcomes <- c("Ball", "Foul", "Strike Looking", "Strike Swinging", "Ground Out", "Walk", "Strikeout (Swinging)", "Strike (Swinging)")
pitch_results <- list()
for (pitch_type in unique(sit$type)) {
sit_pitch <- sit[sit$type == pitch_type, ]
pitch_perc <- numeric(length(outcomes))
for (i in seq_along(outcomes)) {
outcome <- outcomes[i]
count_outcome <- sum(sit_pitch$pitch_result == outcome, na.rm = TRUE)
pitch_perc[i] <- round((count_outcome / nrow(sit_pitch)) * 100, 2)
}
pitch_results[[pitch_type]] <- pitch_perc
}
pitch_stats <- data.frame(
Pitch_Type = names(pitch_results),
t(matrix(unlist(pitch_results), nrow = length(outcomes), byrow = TRUE))
)
colnames(pitch_stats)[-1] <- outcomes
return(pitch_stats)
}
pitch_stats_table <- generate_pitch_stats(ucsb_data)
print(pitch_stats_table)
## Pitch_Type Ball Foul Strike Looking Strike Swinging Ground Out Walk
## 1 Fastball 32.92 42.28 40.32 55.56 45.95 33.63
## 2 Curveball 16.77 10.57 10.48 11.11 15.54 17.49
## 3 Slider 17.39 19.51 12.10 0.00 8.11 16.59
## 4 Splitter 5.90 3.25 8.06 0.00 7.43 5.83
## 5 Changeup 1.55 4.07 2.42 0.00 3.38 8.07
## 6 Sinker 4.97 1.63 4.03 0.00 5.41 3.14
## 7 Cutter 1.55 4.07 9.68 11.11 3.38 1.79
## 8 0.00 0.00 0.00 0.00 0.00 0.00
## Strikeout (Swinging) Strike (Swinging)
## 1 28.57 43.24
## 2 7.14 10.81
## 3 28.57 13.51
## 4 14.29 5.41
## 5 0.00 10.81
## 6 0.00 2.70
## 7 14.29 0.00
## 8 0.00 0.00
Scoring Summary
ggplot(data = sb_rbi_pitches, aes(x=ab_result)) +
geom_bar(fill = 'orange') +
labs(title="UCSB",
x = "AB Result") +
scale_x_discrete(limits = c('S','D','T','HR','BB','HBP','IP_OUT','SF','DP','ROFC'))
ggplot(data = rbi_pitches, aes(x=ab_result)) +
geom_bar(fill = 'orange') +
labs(title="Opp",
x ="AB Result") +
scale_x_discrete(limits = c('S','D','T','HR','BB','HBP','IP_OUT','SF','DP','ROFC'))
ggplot(data = sb_rbi_pitches, aes(x=type)) +
geom_bar(fill = 'blue') +
labs(title="UCSB",
x = "Pitch Type")
ggplot(data = rbi_pitches, aes(x=type)) +
geom_bar(fill = 'blue') +
labs(title="Opp",
x = "Pitch Type")
ggplot(data = sb_rbi_pitches, aes(x=inning)) +
geom_bar(fill = 'green') +
labs(title="UCSB") +
scale_x_continuous(limits=c(1,9), breaks=seq(1,9,1))
ggplot(data = rbi_pitches, aes(x=inning)) +
geom_bar(fill = 'green') +
labs(title="Opp") +
scale_x_continuous(limits=c(1,9), breaks=seq(1,9,1))
ggplot(data = sb_rbi_pitches, aes(x=pitch_num_in_ab)) +
geom_bar(fill = 'red') +
labs(title="UCSB")
ggplot(data = rbi_pitches, aes(x=pitch_num_in_ab)) +
geom_bar(fill = 'red') +
labs(title="Opp")
ggplot(data = sb_rbi_pitches, aes(x=count)) +
geom_bar(fill = 'purple') +
labs(title="UCSB")
ggplot(data = rbi_pitches, aes(x=count)) +
geom_bar(fill = 'purple') +
labs(title="Opp")
u <- ggplot(sb_rbi_pitches, aes(x = px_norm, y = pz_norm)) +
geom_density_2d(color = 'blue', alpha = 0.3, linewidth=0.7) +
labs(title = "UCSB RBI pitches",
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82)
u + geom_point(data = sb_rbi_pitches, aes(color = type), size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
p <- ggplot(rbi_pitches, aes(x = px_norm, y = pz_norm)) +
geom_density_2d(color = 'blue', alpha = 0.3, linewidth=0.7) +
labs(title = "Opponent RBI Pitches",
x = "Normalized Ball X Axis Location",
y = "Normalized Ball Z Axis Location") +
theme_minimal() +
scale_x_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
scale_y_continuous(limits=c(-4,4), breaks=seq(-4,4,1)) +
coord_fixed(ratio = 25.2/22.82)
p + geom_point(data = rbi_pitches, aes(color = type), size = 1, alpha = 0.6) +
geom_segment(aes(x =-1, y = -1, xend = 1, yend = -1)) +
geom_segment(aes(x =-1, y = -1, xend = -1, yend = 1)) +
geom_segment(aes(x =-1, y = 1, xend = 1, yend = 1)) +
geom_segment(aes(x =1, y = -1, xend = 1, yend = 1))
Batter Tendencies
sb_stats <- generate_stats(ucsb_data)
team_stats <- generate_stats(team_data)
sb_pitch_stats <- stats_by_pitch(ucsb_data)
pitch_stats <- stats_by_pitch(team_data)
labels <- c("Team", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
labels1 <- c("Type", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
df <- data.frame(Team = c("UCSB", "Opp"),
Swing_Perc = c(sb_stats[[1]], team_stats[[1]]),
Take_Perc = c(sb_stats[[2]], team_stats[[2]]),
Whiff_Perc = c(sb_stats[[3]], team_stats[[3]]),
Chase_Perc = c(sb_stats[[4]], team_stats[[4]]),
Inzone_Swing_Perc = c(sb_stats[[5]], team_stats[[5]]),
Inzone_Whiff_Perc = c(sb_stats[[6]], team_stats[[6]]))
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_pitch_stats[[1]], sb_pitch_stats[[7]], sb_pitch_stats[[13]], sb_pitch_stats[[19]], sb_pitch_stats[[25]]),
n2 = c(sb_pitch_stats[[2]], sb_pitch_stats[[8]], sb_pitch_stats[[14]], sb_pitch_stats[[20]], sb_pitch_stats[[26]]),
n3 = c(sb_pitch_stats[[3]], sb_pitch_stats[[9]], sb_pitch_stats[[15]], sb_pitch_stats[[21]], sb_pitch_stats[[27]]),
n4 = c(sb_pitch_stats[[4]], sb_pitch_stats[[10]], sb_pitch_stats[[16]], sb_pitch_stats[[22]], sb_pitch_stats[[28]]),
n5 = c(sb_pitch_stats[[5]], sb_pitch_stats[[11]], sb_pitch_stats[[17]], sb_pitch_stats[[23]], sb_pitch_stats[[29]]),
n6 = c(sb_pitch_stats[[6]], sb_pitch_stats[[12]], sb_pitch_stats[[18]], sb_pitch_stats[[24]], sb_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(pitch_stats[[1]], pitch_stats[[7]], pitch_stats[[13]], pitch_stats[[19]], pitch_stats[[25]]),
n2 = c(pitch_stats[[2]], pitch_stats[[8]], pitch_stats[[14]], pitch_stats[[20]], pitch_stats[[26]]),
n3 = c(pitch_stats[[3]], pitch_stats[[9]], pitch_stats[[15]], pitch_stats[[21]], pitch_stats[[27]]),
n4 = c(pitch_stats[[4]], pitch_stats[[10]], pitch_stats[[16]], pitch_stats[[22]], pitch_stats[[28]]),
n5 = c(pitch_stats[[5]], pitch_stats[[11]], pitch_stats[[17]], pitch_stats[[23]], pitch_stats[[29]]),
n6 = c(pitch_stats[[6]], pitch_stats[[12]], pitch_stats[[18]], pitch_stats[[24]], pitch_stats[[30]])
)
colnames(df) <- labels
colnames(df1) <- labels1
colnames(df2) <- labels1
kable(df, caption = "Overall Stats", digits=2)
Overall Stats
| UCSB |
40.70 |
59.30 |
23.34 |
27.52 |
69.51 |
14.62 |
| Opp |
43.24 |
56.76 |
22.45 |
21.05 |
70.07 |
15.89 |
kable(df1, caption = "UCSB", digits = 2)
UCSB
| FB |
42.86 |
57.14 |
17.39 |
23.83 |
72.22 |
13.19 |
| CB |
32.52 |
67.48 |
22.50 |
28.24 |
43.24 |
6.25 |
| SL |
39.52 |
60.48 |
44.90 |
30.11 |
67.74 |
23.81 |
| CH |
38.51 |
61.49 |
28.07 |
29.17 |
78.57 |
18.18 |
| SI |
39.52 |
60.48 |
44.90 |
30.11 |
67.74 |
23.81 |
kable(df2, caption = "Opp", digits = 2)
Opp
| FB |
46.32 |
53.68 |
21.41 |
21.29 |
71.56 |
16.74 |
| CB |
28.57 |
71.43 |
16.67 |
12.90 |
72.73 |
0.00 |
| SL |
33.33 |
66.67 |
25.00 |
19.39 |
56.14 |
12.50 |
| CH |
43.16 |
56.84 |
29.27 |
26.15 |
79.31 |
17.39 |
| SI |
33.33 |
66.67 |
25.00 |
19.39 |
56.14 |
12.50 |
All Swings
generate_zone(sb_swings, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(swings, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_swings, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(swings, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_swings, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(swings, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_swings, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(swings, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_swings, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(swings, "Sinker", "Opp Sinkers Swung At", "orange")
All Takes
generate_zone(sb_takes, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(takes, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_takes, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(takes, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_takes, "Slider", "UCSB Sliders Taken", "green")
generate_zone(takes, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_takes, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(takes, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_takes, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(takes, "Sinker", "Opp Sinkers Taken", "orange")
All Misses
generate_zone(sb_misses, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(misses, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_misses, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(misses, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_misses, "Slider", "UCSB Sliders Missed", "green")
generate_zone(misses, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_misses, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(misses, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_misses, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(misses, "Sinker", "Opp Sinkers Missed", "orange")
Runner Situations
sb_no_runners_s <- sb_no_runners[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_no_runners$pitch_result), ]
sb_no_runners_m <- sb_no_runners[grep("Swinging|Missed", sb_no_runners$pitch_result), ]
sb_no_runners_t <- filter(sb_no_runners, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_scoring_pos_s <- sb_scoring_pos[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_scoring_pos$pitch_result), ]
sb_scoring_pos_m <- sb_scoring_pos[grep("Swinging|Missed", sb_scoring_pos$pitch_result), ]
sb_scoring_pos_t <- filter(sb_scoring_pos, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
no_runners_s <- no_runners[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", no_runners$pitch_result), ]
no_runners_m <- no_runners[grep("Swinging|Missed", no_runners$pitch_result), ]
no_runners_t <- filter(no_runners, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
scoring_pos_s <- scoring_pos[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", scoring_pos$pitch_result), ]
scoring_pos_m <- scoring_pos[grep("Swinging|Missed", scoring_pos$pitch_result), ]
scoring_pos_t <- filter(scoring_pos, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_no_runners_stats <- generate_stats(sb_no_runners)
sb_no_runners_pitch_stats <- stats_by_pitch(sb_no_runners)
sb_scoring_pos_stats <- generate_stats(sb_scoring_pos)
sb_scoring_pos_pitch_stats <- stats_by_pitch(sb_scoring_pos)
no_runners_stats <- generate_stats(no_runners)
no_runners_pitch_stats <- stats_by_pitch(no_runners)
scoring_pos_stats <- generate_stats(scoring_pos)
scoring_pos_pitch_stats <- stats_by_pitch(scoring_pos)
labels <- c("Situation", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
sbdf <- data.frame(Situation = c("No Runners", "Scoring Position"),
Swing_Perc = c(sb_no_runners_stats[[1]], sb_scoring_pos_stats[[1]]),
Take_Perc = c(sb_no_runners_stats[[2]], sb_scoring_pos_stats[[2]]),
Whiff_Perc = c(sb_no_runners_stats[[3]], sb_scoring_pos_stats[[3]]),
Chase_Perc = c(sb_no_runners_stats[[4]], sb_scoring_pos_stats[[4]]),
Inzone_Swing_Perc = c(sb_no_runners_stats[[5]], sb_scoring_pos_stats[[5]]),
Inzone_Whiff_Perc = c(sb_no_runners_stats[[6]], sb_scoring_pos_stats[[6]]))
df <- data.frame(Situation = c("No Runners", "Scoring Position"),
Swing_Perc = c(no_runners_stats[[1]], scoring_pos_stats[[1]]),
Take_Perc = c(no_runners_stats[[2]], scoring_pos_stats[[2]]),
Whiff_Perc = c(no_runners_stats[[3]], scoring_pos_stats[[3]]),
Chase_Perc = c(no_runners_stats[[4]], scoring_pos_stats[[4]]),
Inzone_Swing_Perc = c(no_runners_stats[[5]], scoring_pos_stats[[5]]),
Inzone_Whiff_Perc = c(no_runners_stats[[6]], scoring_pos_stats[[6]]))
sbdf1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_no_runners_pitch_stats[[1]], sb_no_runners_pitch_stats[[7]], sb_no_runners_pitch_stats[[13]], sb_no_runners_pitch_stats[[19]], sb_no_runners_pitch_stats[[25]]),
n2 = c(sb_no_runners_pitch_stats[[2]], sb_no_runners_pitch_stats[[8]], sb_no_runners_pitch_stats[[14]], sb_no_runners_pitch_stats[[20]], sb_no_runners_pitch_stats[[26]]),
n3 = c(sb_no_runners_pitch_stats[[3]], sb_no_runners_pitch_stats[[9]], sb_no_runners_pitch_stats[[15]], sb_no_runners_pitch_stats[[21]], sb_no_runners_pitch_stats[[27]]),
n4 = c(sb_no_runners_pitch_stats[[4]], sb_no_runners_pitch_stats[[10]], sb_no_runners_pitch_stats[[16]], sb_no_runners_pitch_stats[[22]], sb_no_runners_pitch_stats[[28]]),
n5 = c(sb_no_runners_pitch_stats[[5]], sb_no_runners_pitch_stats[[11]], sb_no_runners_pitch_stats[[17]], sb_no_runners_pitch_stats[[23]], sb_no_runners_pitch_stats[[29]]),
n6 = c(sb_no_runners_pitch_stats[[6]], sb_no_runners_pitch_stats[[12]], sb_no_runners_pitch_stats[[18]], sb_no_runners_pitch_stats[[24]], sb_no_runners_pitch_stats[[30]])
)
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(no_runners_pitch_stats[[1]], no_runners_pitch_stats[[7]], no_runners_pitch_stats[[13]], no_runners_pitch_stats[[19]], no_runners_pitch_stats[[25]]),
n2 = c(no_runners_pitch_stats[[2]], no_runners_pitch_stats[[8]], no_runners_pitch_stats[[14]], no_runners_pitch_stats[[20]], no_runners_pitch_stats[[26]]),
n3 = c(no_runners_pitch_stats[[3]], no_runners_pitch_stats[[9]], no_runners_pitch_stats[[15]], no_runners_pitch_stats[[21]], no_runners_pitch_stats[[27]]),
n4 = c(no_runners_pitch_stats[[4]], no_runners_pitch_stats[[10]], no_runners_pitch_stats[[16]], no_runners_pitch_stats[[22]], no_runners_pitch_stats[[28]]),
n5 = c(no_runners_pitch_stats[[5]], no_runners_pitch_stats[[11]], no_runners_pitch_stats[[17]], no_runners_pitch_stats[[23]], no_runners_pitch_stats[[29]]),
n6 = c(no_runners_pitch_stats[[6]], no_runners_pitch_stats[[12]], no_runners_pitch_stats[[18]], no_runners_pitch_stats[[24]], no_runners_pitch_stats[[30]])
)
sbdf2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_scoring_pos_pitch_stats[[1]], sb_scoring_pos_pitch_stats[[7]], sb_scoring_pos_pitch_stats[[13]], sb_scoring_pos_pitch_stats[[19]], sb_scoring_pos_pitch_stats[[25]]),
n2 = c(sb_scoring_pos_pitch_stats[[2]], sb_scoring_pos_pitch_stats[[8]], sb_scoring_pos_pitch_stats[[14]], sb_scoring_pos_pitch_stats[[20]], sb_scoring_pos_pitch_stats[[26]]),
n3 = c(sb_scoring_pos_pitch_stats[[3]], sb_scoring_pos_pitch_stats[[9]], sb_scoring_pos_pitch_stats[[15]], sb_scoring_pos_pitch_stats[[21]], sb_scoring_pos_pitch_stats[[27]]),
n4 = c(sb_scoring_pos_pitch_stats[[4]], sb_scoring_pos_pitch_stats[[10]], sb_scoring_pos_pitch_stats[[16]], sb_scoring_pos_pitch_stats[[22]], sb_scoring_pos_pitch_stats[[28]]),
n5 = c(sb_scoring_pos_pitch_stats[[5]], sb_scoring_pos_pitch_stats[[11]], sb_scoring_pos_pitch_stats[[17]], sb_scoring_pos_pitch_stats[[23]], sb_scoring_pos_pitch_stats[[29]]),
n6 = c(sb_scoring_pos_pitch_stats[[6]], sb_scoring_pos_pitch_stats[[12]], sb_scoring_pos_pitch_stats[[18]], sb_scoring_pos_pitch_stats[[24]], sb_scoring_pos_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(scoring_pos_pitch_stats[[1]], scoring_pos_pitch_stats[[7]], scoring_pos_pitch_stats[[13]], scoring_pos_pitch_stats[[19]], scoring_pos_pitch_stats[[25]]),
n2 = c(scoring_pos_pitch_stats[[2]], scoring_pos_pitch_stats[[8]], scoring_pos_pitch_stats[[14]], scoring_pos_pitch_stats[[20]], scoring_pos_pitch_stats[[26]]),
n3 = c(scoring_pos_pitch_stats[[3]], scoring_pos_pitch_stats[[9]], scoring_pos_pitch_stats[[15]], scoring_pos_pitch_stats[[21]], scoring_pos_pitch_stats[[27]]),
n4 = c(scoring_pos_pitch_stats[[4]], scoring_pos_pitch_stats[[10]], scoring_pos_pitch_stats[[16]], scoring_pos_pitch_stats[[22]], scoring_pos_pitch_stats[[28]]),
n5 = c(scoring_pos_pitch_stats[[5]], scoring_pos_pitch_stats[[11]], scoring_pos_pitch_stats[[17]], scoring_pos_pitch_stats[[23]], scoring_pos_pitch_stats[[29]]),
n6 = c(scoring_pos_pitch_stats[[6]], scoring_pos_pitch_stats[[12]], scoring_pos_pitch_stats[[18]], scoring_pos_pitch_stats[[24]], scoring_pos_pitch_stats[[30]])
)
colnames(sbdf) <- labels
colnames(df) <- labels
colnames(sbdf1) <- labels1
colnames(df1) <- labels1
colnames(sbdf2) <- labels1
colnames(df2) <- labels1
kable(sbdf, caption = "UCSB Runner Situations", digits = 2)
UCSB Runner Situations
| No Runners |
40.88 |
59.12 |
21.54 |
28.39 |
66.23 |
14.00 |
| Scoring Position |
41.76 |
58.24 |
28.87 |
28.14 |
76.84 |
17.81 |
kable(df, caption = "Opp Runner Situations", digits = 2)
Opp Runner Situations
| No Runners |
45.38 |
54.62 |
22.94 |
24.18 |
68.75 |
16.23 |
| Scoring Position |
41.56 |
58.44 |
20.30 |
17.74 |
75.00 |
13.13 |
kable(sbdf1, caption = "UCSB No Runners", digits = 2)
UCSB No Runners
| FB |
45.91 |
54.09 |
16.44 |
30.93 |
69.35 |
13.95 |
| CB |
23.91 |
76.09 |
0.00 |
19.35 |
33.33 |
0.00 |
| SL |
42.86 |
57.14 |
41.67 |
31.71 |
73.33 |
18.18 |
| CH |
37.50 |
62.50 |
33.33 |
28.26 |
80.00 |
37.50 |
| SI |
42.86 |
57.14 |
41.67 |
31.71 |
73.33 |
18.18 |
kable(df1, caption = "Opp No Runners", digits = 2)
Opp No Runners
| FB |
48.48 |
51.52 |
21.71 |
24.00 |
70.45 |
16.94 |
| CB |
33.33 |
66.67 |
12.50 |
17.65 |
71.43 |
0.00 |
| SL |
38.36 |
61.64 |
25.00 |
22.73 |
60.71 |
11.76 |
| CH |
39.22 |
60.78 |
35.00 |
29.73 |
61.54 |
25.00 |
| SI |
38.36 |
61.64 |
25.00 |
22.73 |
60.71 |
11.76 |
kable(sbdf2, caption = "UCSB Scoring Position", digits = 2)
UCSB Scoring Position
| FB |
42.86 |
57.14 |
23.81 |
20.00 |
82.86 |
17.24 |
| CB |
34.55 |
65.45 |
31.58 |
34.15 |
38.46 |
0.00 |
| SL |
42.55 |
57.45 |
50.00 |
32.43 |
80.00 |
25.00 |
| CH |
37.68 |
62.32 |
23.08 |
27.78 |
73.33 |
9.09 |
| SI |
42.55 |
57.45 |
50.00 |
32.43 |
80.00 |
25.00 |
kable(df2, caption = "Opp Scoring Position", digits = 2)
Opp Scoring Position
| FB |
44.84 |
55.16 |
21.00 |
17.65 |
76.47 |
15.38 |
| CB |
30.77 |
69.23 |
25.00 |
10.00 |
100.00 |
0.00 |
| SL |
32.14 |
67.86 |
22.22 |
18.92 |
57.89 |
9.09 |
| CH |
39.29 |
60.71 |
9.09 |
20.00 |
87.50 |
0.00 |
| SI |
32.14 |
67.86 |
22.22 |
18.92 |
57.89 |
9.09 |
No Runners
Swings
generate_zone(sb_no_runners_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(no_runners_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_no_runners_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(no_runners_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_no_runners_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(no_runners_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_no_runners_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(no_runners_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_no_runners_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(no_runners_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_no_runners_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(no_runners_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_no_runners_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(no_runners_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_no_runners_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(no_runners_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_no_runners_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(no_runners_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_no_runners_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(no_runners_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_no_runners_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(no_runners_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_no_runners_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(no_runners_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_no_runners_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(no_runners_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_no_runners_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(no_runners_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_no_runners_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(no_runners_m, "Sinker", "Opp Sinkers Missed", "orange")
Scoring Position
Swings
generate_zone(sb_scoring_pos_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(scoring_pos_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_scoring_pos_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(scoring_pos_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_scoring_pos_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(scoring_pos_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_scoring_pos_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(scoring_pos_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_scoring_pos_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(scoring_pos_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_scoring_pos_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(scoring_pos_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_scoring_pos_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(scoring_pos_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_scoring_pos_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(scoring_pos_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_scoring_pos_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(scoring_pos_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_scoring_pos_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(scoring_pos_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_scoring_pos_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(scoring_pos_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_scoring_pos_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(scoring_pos_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_scoring_pos_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(scoring_pos_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_scoring_pos_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(scoring_pos_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_scoring_pos_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(scoring_pos_m, "Sinker", "Opp Sinkers Missed", "orange")
Out Situation
sb_no_outs_s <- sb_no_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_no_outs$pitch_result), ]
sb_no_outs_m <- sb_no_outs[grep("Swinging|Missed", sb_no_outs$pitch_result), ]
sb_no_outs_t <- filter(sb_no_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_two_outs_s <- sb_two_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_two_outs$pitch_result), ]
sb_two_outs_m <- sb_two_outs[grep("Swinging|Missed", sb_two_outs$pitch_result), ]
sb_two_outs_t <- filter(sb_two_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
no_outs_s <- no_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", no_outs$pitch_result), ]
no_outs_m <- no_outs[grep("Swinging|Missed", no_outs$pitch_result), ]
no_outs_t <- filter(no_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
two_outs_s <- two_outs[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", two_outs$pitch_result), ]
two_outs_m <- two_outs[grep("Swinging|Missed", two_outs$pitch_result), ]
two_outs_t <- filter(two_outs, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_no_outs_stats <- generate_stats(sb_no_outs)
sb_no_outs_pitch_stats <- stats_by_pitch(sb_no_outs)
sb_two_outs_stats <- generate_stats(sb_two_outs)
sb_two_outs_pitch_stats <- stats_by_pitch(sb_two_outs)
no_outs_stats <- generate_stats(no_outs)
no_outs_pitch_stats <- stats_by_pitch(no_outs)
two_outs_stats <- generate_stats(two_outs)
two_outs_pitch_stats <- stats_by_pitch(two_outs)
labels <- c("Situation", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
sbdf <- data.frame(Situation = c("No Outs", "Two Outs"),
Swing_Perc = c(sb_no_outs_stats[[1]], sb_two_outs_stats[[1]]),
Take_Perc = c(sb_no_outs_stats[[2]], sb_two_outs_stats[[2]]),
Whiff_Perc = c(sb_no_outs_stats[[3]], sb_two_outs_stats[[3]]),
Chase_Perc = c(sb_no_outs_stats[[4]], sb_two_outs_stats[[4]]),
Inzone_Swing_Perc = c(sb_no_outs_stats[[5]], sb_two_outs_stats[[5]]),
Inzone_Whiff_Perc = c(sb_no_outs_stats[[6]], sb_two_outs_stats[[6]]))
df <- data.frame(Situation = c("No Outs", "Two Outs"),
Swing_Perc = c(no_outs_stats[[1]], two_outs_stats[[1]]),
Take_Perc = c(no_outs_stats[[2]], two_outs_stats[[2]]),
Whiff_Perc = c(no_outs_stats[[3]], two_outs_stats[[3]]),
Chase_Perc = c(no_outs_stats[[4]], two_outs_stats[[4]]),
Inzone_Swing_Perc = c(no_outs_stats[[5]], two_outs_stats[[5]]),
Inzone_Whiff_Perc = c(no_outs_stats[[6]], two_outs_stats[[6]]))
sbdf1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_no_outs_pitch_stats[[1]], sb_no_outs_pitch_stats[[7]], sb_no_outs_pitch_stats[[13]], sb_no_outs_pitch_stats[[19]], sb_no_outs_pitch_stats[[25]]),
n2 = c(sb_no_outs_pitch_stats[[2]], sb_no_outs_pitch_stats[[8]], sb_no_outs_pitch_stats[[14]], sb_no_outs_pitch_stats[[20]], sb_no_outs_pitch_stats[[26]]),
n3 = c(sb_no_outs_pitch_stats[[3]], sb_no_outs_pitch_stats[[9]], sb_no_outs_pitch_stats[[15]], sb_no_outs_pitch_stats[[21]], sb_no_outs_pitch_stats[[27]]),
n4 = c(sb_no_outs_pitch_stats[[4]], sb_no_outs_pitch_stats[[10]], sb_no_outs_pitch_stats[[16]], sb_no_outs_pitch_stats[[22]], sb_no_outs_pitch_stats[[28]]),
n5 = c(sb_no_outs_pitch_stats[[5]], sb_no_outs_pitch_stats[[11]], sb_no_outs_pitch_stats[[17]], sb_no_outs_pitch_stats[[23]], sb_no_outs_pitch_stats[[29]]),
n6 = c(sb_no_outs_pitch_stats[[6]], sb_no_outs_pitch_stats[[12]], sb_no_outs_pitch_stats[[18]], sb_no_outs_pitch_stats[[24]], sb_no_outs_pitch_stats[[30]])
)
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(no_outs_pitch_stats[[1]], no_outs_pitch_stats[[7]], no_outs_pitch_stats[[13]], no_outs_pitch_stats[[19]], no_outs_pitch_stats[[25]]),
n2 = c(no_outs_pitch_stats[[2]], no_outs_pitch_stats[[8]], no_outs_pitch_stats[[14]], no_outs_pitch_stats[[20]], no_outs_pitch_stats[[26]]),
n3 = c(no_outs_pitch_stats[[3]], no_outs_pitch_stats[[9]], no_outs_pitch_stats[[15]], no_outs_pitch_stats[[21]], no_outs_pitch_stats[[27]]),
n4 = c(no_outs_pitch_stats[[4]], no_outs_pitch_stats[[10]], no_outs_pitch_stats[[16]], no_outs_pitch_stats[[22]], no_outs_pitch_stats[[28]]),
n5 = c(no_outs_pitch_stats[[5]], no_outs_pitch_stats[[11]], no_outs_pitch_stats[[17]], no_outs_pitch_stats[[23]], no_outs_pitch_stats[[29]]),
n6 = c(no_outs_pitch_stats[[6]], no_outs_pitch_stats[[12]], no_outs_pitch_stats[[18]], no_outs_pitch_stats[[24]], no_outs_pitch_stats[[30]])
)
sbdf2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_two_outs_pitch_stats[[1]], sb_two_outs_pitch_stats[[7]], sb_two_outs_pitch_stats[[13]], sb_two_outs_pitch_stats[[19]], sb_two_outs_pitch_stats[[25]]),
n2 = c(sb_two_outs_pitch_stats[[2]], sb_two_outs_pitch_stats[[8]], sb_two_outs_pitch_stats[[14]], sb_two_outs_pitch_stats[[20]], sb_two_outs_pitch_stats[[26]]),
n3 = c(sb_two_outs_pitch_stats[[3]], sb_two_outs_pitch_stats[[9]], sb_two_outs_pitch_stats[[15]], sb_two_outs_pitch_stats[[21]], sb_two_outs_pitch_stats[[27]]),
n4 = c(sb_two_outs_pitch_stats[[4]], sb_two_outs_pitch_stats[[10]], sb_two_outs_pitch_stats[[16]], sb_two_outs_pitch_stats[[22]], sb_two_outs_pitch_stats[[28]]),
n5 = c(sb_two_outs_pitch_stats[[5]], sb_two_outs_pitch_stats[[11]], sb_two_outs_pitch_stats[[17]], sb_two_outs_pitch_stats[[23]], sb_two_outs_pitch_stats[[29]]),
n6 = c(sb_two_outs_pitch_stats[[6]], sb_two_outs_pitch_stats[[12]], sb_two_outs_pitch_stats[[18]], sb_two_outs_pitch_stats[[24]], sb_two_outs_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(two_outs_pitch_stats[[1]], two_outs_pitch_stats[[7]], two_outs_pitch_stats[[13]], two_outs_pitch_stats[[19]], two_outs_pitch_stats[[25]]),
n2 = c(two_outs_pitch_stats[[2]], two_outs_pitch_stats[[8]], two_outs_pitch_stats[[14]], two_outs_pitch_stats[[20]], two_outs_pitch_stats[[26]]),
n3 = c(two_outs_pitch_stats[[3]], two_outs_pitch_stats[[9]], two_outs_pitch_stats[[15]], two_outs_pitch_stats[[21]], two_outs_pitch_stats[[27]]),
n4 = c(two_outs_pitch_stats[[4]], two_outs_pitch_stats[[10]], two_outs_pitch_stats[[16]], two_outs_pitch_stats[[22]], two_outs_pitch_stats[[28]]),
n5 = c(two_outs_pitch_stats[[5]], two_outs_pitch_stats[[11]], two_outs_pitch_stats[[17]], two_outs_pitch_stats[[23]], two_outs_pitch_stats[[29]]),
n6 = c(two_outs_pitch_stats[[6]], two_outs_pitch_stats[[12]], two_outs_pitch_stats[[18]], two_outs_pitch_stats[[24]], two_outs_pitch_stats[[30]])
)
colnames(sbdf) <- labels
colnames(df) <- labels
colnames(sbdf1) <- labels1
colnames(df1) <- labels1
colnames(sbdf2) <- labels1
colnames(df2) <- labels1
kable(sbdf, caption = "UCSB Out Situations", digits = 2)
UCSB Out Situations
| No Outs |
39.55 |
60.45 |
23.24 |
27.16 |
67.27 |
12.16 |
| Two Outs |
41.79 |
58.21 |
26.43 |
27.62 |
73.27 |
22.97 |
kable(df, caption = "Opp Out Situations", digits = 2)
Opp Out Situations
| No Outs |
41.86 |
58.14 |
20.99 |
17.65 |
73.62 |
12.50 |
| Two Outs |
49.84 |
50.16 |
24.03 |
26.58 |
73.91 |
18.63 |
kable(sbdf1, caption = "UCSB No Outs", digits = 2)
UCSB No Outs
| FB |
41.94 |
58.06 |
21.15 |
24.68 |
70.21 |
15.15 |
| CB |
35.42 |
64.58 |
17.65 |
30.30 |
46.67 |
0.00 |
| SL |
35.29 |
64.71 |
50.00 |
32.14 |
50.00 |
0.00 |
| CH |
38.46 |
61.54 |
35.00 |
28.57 |
80.00 |
12.50 |
| SI |
35.29 |
64.71 |
50.00 |
32.14 |
50.00 |
0.00 |
kable(df1, caption = "Opp No Outs", digits = 2)
Opp No Outs
| FB |
44.91 |
55.09 |
19.53 |
17.76 |
75.57 |
14.14 |
| CB |
47.06 |
52.94 |
25.00 |
27.27 |
83.33 |
0.00 |
| SL |
32.65 |
67.35 |
25.00 |
15.62 |
64.71 |
9.09 |
| CH |
27.78 |
72.22 |
30.00 |
15.38 |
55.56 |
0.00 |
| SI |
32.65 |
67.35 |
25.00 |
15.62 |
64.71 |
9.09 |
kable(sbdf2, caption = "UCSB Two Outs", digits = 2)
UCSB Two Outs
| FB |
42.42 |
57.58 |
19.05 |
20.69 |
73.17 |
13.33 |
| CB |
30.77 |
69.23 |
25.00 |
23.08 |
46.15 |
16.67 |
| SL |
50.00 |
50.00 |
45.45 |
37.50 |
83.33 |
40.00 |
| CH |
36.92 |
63.08 |
29.17 |
25.00 |
84.62 |
27.27 |
| SI |
50.00 |
50.00 |
45.45 |
37.50 |
83.33 |
40.00 |
kable(df2, caption = "Opp Two Outs", digits = 2)
Opp Two Outs
| FB |
54.41 |
45.59 |
25.23 |
29.03 |
75.76 |
20.00 |
| CB |
20.00 |
80.00 |
0.00 |
8.33 |
66.67 |
0.00 |
| SL |
38.98 |
61.02 |
17.39 |
21.88 |
57.69 |
13.33 |
| CH |
54.84 |
45.16 |
29.41 |
33.33 |
100.00 |
20.00 |
| SI |
38.98 |
61.02 |
17.39 |
21.88 |
57.69 |
13.33 |
0 Outs
Swings
generate_zone(sb_no_outs_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(no_outs_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_no_outs_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(no_outs_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_no_outs_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(no_outs_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_no_outs_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(no_outs_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_no_outs_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(no_outs_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_no_outs_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(no_outs_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_no_outs_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(no_outs_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_no_outs_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(no_outs_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_no_outs_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(no_outs_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_no_outs_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(no_outs_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_no_outs_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(no_outs_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_no_outs_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(no_outs_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_no_outs_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(no_outs_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_no_outs_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(no_outs_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_no_outs_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(no_outs_m, "Sinker", "Opp Sinkers Missed", "orange")
2 Outs
Swings
generate_zone(sb_two_outs_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(two_outs_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_two_outs_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(two_outs_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_two_outs_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(two_outs_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_two_outs_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(two_outs_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_two_outs_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(two_outs_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_two_outs_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(two_outs_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_two_outs_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(two_outs_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_two_outs_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(two_outs_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_two_outs_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(two_outs_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_two_outs_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(two_outs_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_two_outs_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(two_outs_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_two_outs_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(two_outs_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_two_outs_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(two_outs_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_two_outs_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(two_outs_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_two_outs_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(two_outs_m, "Sinker", "Opp Sinkers Missed", "orange")
Count Situation
sb_first_pitch_s <- sb_first_pitch[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_first_pitch$pitch_result), ]
sb_first_pitch_m <- sb_first_pitch[grep("Swinging|Missed", sb_first_pitch$pitch_result), ]
sb_first_pitch_t <- filter(sb_first_pitch, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_two_strikes_s <- sb_two_strikes[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", sb_two_strikes$pitch_result), ]
sb_two_strikes_m <- sb_two_strikes[grep("Swinging|Missed", sb_two_strikes$pitch_result), ]
sb_two_strikes_t <- filter(sb_two_strikes, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
first_pitch_s <- first_pitch[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", first_pitch$pitch_result), ]
first_pitch_m <- first_pitch[grep("Swinging|Missed", first_pitch$pitch_result), ]
first_pitch_t <- filter(first_pitch, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
two_strikes_s <- two_strikes[grep("Single|Double|Triple|Home Run|Sac|Fielder's|Catcher|Reached|Pop Out|Fly Out|Ground Out|Line Out|Swinging|Foul|Bunt", two_strikes$pitch_result), ]
two_strikes_m <- two_strikes[grep("Swinging|Missed", two_strikes$pitch_result), ]
two_strikes_t <- filter(two_strikes, pitch_result %in% c("Strike Looking", "Strikeout (Looking)", "Ball", "Hit By Pitch", "Walk"))
sb_first_pitch_stats <- generate_stats(sb_first_pitch)
sb_first_pitch_pitch_stats <- stats_by_pitch(sb_first_pitch)
sb_two_strikes_stats <- generate_stats(sb_two_strikes)
sb_two_strikes_pitch_stats <- stats_by_pitch(sb_two_strikes)
first_pitch_stats <- generate_stats(first_pitch)
first_pitch_pitch_stats <- stats_by_pitch(first_pitch)
two_strikes_stats <- generate_stats(two_strikes)
two_strikes_pitch_stats <- stats_by_pitch(two_strikes)
labels <- c("Situation", "Swing %", "Take %", "Whiff %", "Chase %", "In-Zone Swing %", "In-Zone Whiff %")
sbdf <- data.frame(Situation = c("0-0", "2 Strikes"),
Swing_Perc = c(sb_first_pitch_stats[[1]], sb_two_strikes_stats[[1]]),
Take_Perc = c(sb_first_pitch_stats[[2]], sb_two_strikes_stats[[2]]),
Whiff_Perc = c(sb_first_pitch_stats[[3]], sb_two_strikes_stats[[3]]),
Chase_Perc = c(sb_first_pitch_stats[[4]], sb_two_strikes_stats[[4]]),
Inzone_Swing_Perc = c(sb_first_pitch_stats[[5]], sb_two_strikes_stats[[5]]),
Inzone_Whiff_Perc = c(sb_first_pitch_stats[[6]], sb_two_strikes_stats[[6]]))
df <- data.frame(Situation = c("0-0", "2 Strikes"),
Swing_Perc = c(first_pitch_stats[[1]], two_strikes_stats[[1]]),
Take_Perc = c(first_pitch_stats[[2]], two_strikes_stats[[2]]),
Whiff_Perc = c(first_pitch_stats[[3]], two_strikes_stats[[3]]),
Chase_Perc = c(first_pitch_stats[[4]], two_strikes_stats[[4]]),
Inzone_Swing_Perc = c(first_pitch_stats[[5]], two_strikes_stats[[5]]),
Inzone_Whiff_Perc = c(first_pitch_stats[[6]], two_strikes_stats[[6]]))
sbdf1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_first_pitch_pitch_stats[[1]], sb_first_pitch_pitch_stats[[7]], sb_first_pitch_pitch_stats[[13]], sb_first_pitch_pitch_stats[[19]], sb_first_pitch_pitch_stats[[25]]),
n2 = c(sb_first_pitch_pitch_stats[[2]], sb_first_pitch_pitch_stats[[8]], sb_first_pitch_pitch_stats[[14]], sb_first_pitch_pitch_stats[[20]], sb_first_pitch_pitch_stats[[26]]),
n3 = c(sb_first_pitch_pitch_stats[[3]], sb_first_pitch_pitch_stats[[9]], sb_first_pitch_pitch_stats[[15]], sb_first_pitch_pitch_stats[[21]], sb_first_pitch_pitch_stats[[27]]),
n4 = c(sb_first_pitch_pitch_stats[[4]], sb_first_pitch_pitch_stats[[10]], sb_first_pitch_pitch_stats[[16]], sb_first_pitch_pitch_stats[[22]], sb_first_pitch_pitch_stats[[28]]),
n5 = c(sb_first_pitch_pitch_stats[[5]], sb_first_pitch_pitch_stats[[11]], sb_first_pitch_pitch_stats[[17]], sb_first_pitch_pitch_stats[[23]], sb_first_pitch_pitch_stats[[29]]),
n6 = c(sb_first_pitch_pitch_stats[[6]], sb_first_pitch_pitch_stats[[12]], sb_first_pitch_pitch_stats[[18]], sb_first_pitch_pitch_stats[[24]], sb_first_pitch_pitch_stats[[30]])
)
df1 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(first_pitch_pitch_stats[[1]], first_pitch_pitch_stats[[7]], first_pitch_pitch_stats[[13]], first_pitch_pitch_stats[[19]], first_pitch_pitch_stats[[25]]),
n2 = c(first_pitch_pitch_stats[[2]], first_pitch_pitch_stats[[8]], first_pitch_pitch_stats[[14]], first_pitch_pitch_stats[[20]], first_pitch_pitch_stats[[26]]),
n3 = c(first_pitch_pitch_stats[[3]], first_pitch_pitch_stats[[9]], first_pitch_pitch_stats[[15]], first_pitch_pitch_stats[[21]], first_pitch_pitch_stats[[27]]),
n4 = c(first_pitch_pitch_stats[[4]], first_pitch_pitch_stats[[10]], first_pitch_pitch_stats[[16]], first_pitch_pitch_stats[[22]], first_pitch_pitch_stats[[28]]),
n5 = c(first_pitch_pitch_stats[[5]], first_pitch_pitch_stats[[11]], first_pitch_pitch_stats[[17]], first_pitch_pitch_stats[[23]], first_pitch_pitch_stats[[29]]),
n6 = c(first_pitch_pitch_stats[[6]], first_pitch_pitch_stats[[12]], first_pitch_pitch_stats[[18]], first_pitch_pitch_stats[[24]], first_pitch_pitch_stats[[30]])
)
sbdf2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(sb_two_strikes_pitch_stats[[1]], sb_two_strikes_pitch_stats[[7]], sb_two_strikes_pitch_stats[[13]], sb_two_strikes_pitch_stats[[19]], sb_two_strikes_pitch_stats[[25]]),
n2 = c(sb_two_strikes_pitch_stats[[2]], sb_two_strikes_pitch_stats[[8]], sb_two_strikes_pitch_stats[[14]], sb_two_strikes_pitch_stats[[20]], sb_two_strikes_pitch_stats[[26]]),
n3 = c(sb_two_strikes_pitch_stats[[3]], sb_two_strikes_pitch_stats[[9]], sb_two_strikes_pitch_stats[[15]], sb_two_strikes_pitch_stats[[21]], sb_two_strikes_pitch_stats[[27]]),
n4 = c(sb_two_strikes_pitch_stats[[4]], sb_two_strikes_pitch_stats[[10]], sb_two_strikes_pitch_stats[[16]], sb_two_strikes_pitch_stats[[22]], sb_two_strikes_pitch_stats[[28]]),
n5 = c(sb_two_strikes_pitch_stats[[5]], sb_two_strikes_pitch_stats[[11]], sb_two_strikes_pitch_stats[[17]], sb_two_strikes_pitch_stats[[23]], sb_two_strikes_pitch_stats[[29]]),
n6 = c(sb_two_strikes_pitch_stats[[6]], sb_two_strikes_pitch_stats[[12]], sb_two_strikes_pitch_stats[[18]], sb_two_strikes_pitch_stats[[24]], sb_two_strikes_pitch_stats[[30]])
)
df2 <- data.frame(Pitch = c("FB", "CB", "SL", "CH", "SI"),
n1 = c(two_strikes_pitch_stats[[1]], two_strikes_pitch_stats[[7]], two_strikes_pitch_stats[[13]], two_strikes_pitch_stats[[19]], two_strikes_pitch_stats[[25]]),
n2 = c(two_strikes_pitch_stats[[2]], two_strikes_pitch_stats[[8]], two_strikes_pitch_stats[[14]], two_strikes_pitch_stats[[20]], two_strikes_pitch_stats[[26]]),
n3 = c(two_strikes_pitch_stats[[3]], two_strikes_pitch_stats[[9]], two_strikes_pitch_stats[[15]], two_strikes_pitch_stats[[21]], two_strikes_pitch_stats[[27]]),
n4 = c(two_strikes_pitch_stats[[4]], two_strikes_pitch_stats[[10]], two_strikes_pitch_stats[[16]], two_strikes_pitch_stats[[22]], two_strikes_pitch_stats[[28]]),
n5 = c(two_strikes_pitch_stats[[5]], two_strikes_pitch_stats[[11]], two_strikes_pitch_stats[[17]], two_strikes_pitch_stats[[23]], two_strikes_pitch_stats[[29]]),
n6 = c(two_strikes_pitch_stats[[6]], two_strikes_pitch_stats[[12]], two_strikes_pitch_stats[[18]], two_strikes_pitch_stats[[24]], two_strikes_pitch_stats[[30]])
)
colnames(sbdf) <- labels
colnames(df) <- labels
colnames(sbdf1) <- labels1
colnames(df1) <- labels1
colnames(sbdf2) <- labels1
colnames(df2) <- labels1
kable(sbdf, caption = "UCSB Count Situations", digits = 2)
UCSB Count Situations
| 0-0 |
29.73 |
70.27 |
25.97 |
18.79 |
50.60 |
14.29 |
| 2 Strikes |
52.48 |
47.52 |
26.77 |
40.45 |
92.86 |
15.38 |
kable(df, caption = "Opp Count Situations", digits = 2)
Opp Count Situations
| 0-0 |
34.90 |
65.10 |
21.35 |
17.61 |
55.56 |
11.67 |
| 2 Strikes |
51.13 |
48.87 |
24.68 |
27.47 |
84.03 |
18.00 |
kable(sbdf1, caption = "UCSB First Pitch", digits = 2)
UCSB First Pitch
| FB |
30.12 |
69.88 |
28.00 |
15.38 |
56.67 |
11.76 |
| CB |
14.63 |
85.37 |
16.67 |
19.23 |
6.67 |
0.00 |
| SL |
24.14 |
75.86 |
42.86 |
15.00 |
44.44 |
0.00 |
| CH |
37.50 |
62.50 |
22.22 |
31.58 |
60.00 |
33.33 |
| SI |
24.14 |
75.86 |
42.86 |
15.00 |
44.44 |
0.00 |
kable(df1, caption = "Opp First Pitch", digits = 2)
Opp First Pitch
| FB |
40.62 |
59.38 |
19.23 |
20.21 |
59.14 |
12.73 |
| CB |
10.00 |
90.00 |
0.00 |
0.00 |
100.00 |
0.00 |
| SL |
17.95 |
82.05 |
42.86 |
15.38 |
23.08 |
0.00 |
| CH |
21.43 |
78.57 |
33.33 |
15.38 |
100.00 |
0.00 |
| SI |
17.95 |
82.05 |
42.86 |
15.38 |
23.08 |
0.00 |
kable(sbdf2, caption = "UCSB Two Strikes", digits = 2)
UCSB Two Strikes
| FB |
61.54 |
38.46 |
15.62 |
46.88 |
84.21 |
12.5 |
| CB |
45.95 |
54.05 |
29.41 |
37.50 |
100.00 |
0.0 |
| SL |
56.25 |
43.75 |
44.44 |
44.74 |
100.00 |
30.0 |
| CH |
39.58 |
60.42 |
26.32 |
29.27 |
100.00 |
0.0 |
| SI |
56.25 |
43.75 |
44.44 |
44.74 |
100.00 |
30.0 |
kable(df2, caption = "Opp Two Strikes", digits = 2)
Opp Two Strikes
| FB |
52.38 |
47.62 |
24.24 |
27.10 |
84.21 |
18.75 |
| CB |
26.67 |
73.33 |
0.00 |
10.00 |
60.00 |
0.00 |
| SL |
50.00 |
50.00 |
27.59 |
26.47 |
82.61 |
21.05 |
| CH |
55.32 |
44.68 |
26.92 |
35.48 |
93.33 |
14.29 |
| SI |
50.00 |
50.00 |
27.59 |
26.47 |
82.61 |
21.05 |
0-0
Swings
generate_zone(sb_first_pitch_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(first_pitch_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_first_pitch_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(first_pitch_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_first_pitch_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(first_pitch_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_first_pitch_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(first_pitch_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_first_pitch_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(first_pitch_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_first_pitch_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(first_pitch_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_first_pitch_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(first_pitch_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_first_pitch_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(first_pitch_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_first_pitch_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(first_pitch_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_first_pitch_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(first_pitch_t, "Sinker", "Opp Sinkers Taken", "orange")
Missed
generate_zone(sb_first_pitch_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(first_pitch_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_first_pitch_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(first_pitch_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_first_pitch_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(first_pitch_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_first_pitch_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(first_pitch_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_first_pitch_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(first_pitch_m, "Sinker", "Opp Sinkers Missed", "orange")
2 Strikes
Swings
generate_zone(sb_two_strikes_s, "Fastball", "UCSB Fastballs Swung At", "red")
generate_zone(two_strikes_s, "Fastball", "Opp Fastballs Swung At", "red")
generate_zone(sb_two_strikes_s, "Curveball", "UCSB Curveballs Swung At", "blue")
generate_zone(two_strikes_s, "Curveball", "Opp Curveballs Swung At", "blue")
generate_zone(sb_two_strikes_s, "Slider", "UCSB Sliders Swung At", "green")
generate_zone(two_strikes_s, "Slider", "Opp Sliders Swung At", "green")
generate_zone(sb_two_strikes_s, "Changeup", "UCSB Changeups Swung At", "purple")
generate_zone(two_strikes_s, "Changeup", "Opp Changeups Swung At", "purple")
generate_zone(sb_two_strikes_s, "Sinker", "UCSB Sinkers Swung At", "orange")
generate_zone(two_strikes_s, "Sinker", "Opp Sinkers Swung At", "orange")
Takes
generate_zone(sb_two_strikes_t, "Fastball", "UCSB Fastballs Taken", "red")
generate_zone(two_strikes_t, "Fastball", "Opp Fastballs Taken", "red")
generate_zone(sb_two_strikes_t, "Curveball", "UCSB Curveballs Taken", "blue")
generate_zone(two_strikes_t, "Curveball", "Opp Curveballs Taken", "blue")
generate_zone(sb_two_strikes_t, "Slider", "UCSB Sliders Taken", "green")
generate_zone(two_strikes_t, "Slider", "Opp Sliders Taken", "green")
generate_zone(sb_two_strikes_t, "Changeup", "UCSB Changeups Taken", "purple")
generate_zone(two_strikes_t, "Changeup", "Opp Changeups Taken", "purple")
generate_zone(sb_two_strikes_t, "Sinker", "UCSB Sinkers Taken", "orange")
generate_zone(two_strikes_t, "Sinker", "Opp Sinkers Taken", "orange")
Misses
generate_zone(sb_two_strikes_m, "Fastball", "UCSB Fastballs Missed", "red")
generate_zone(two_strikes_m, "Fastball", "Opp Fastballs Missed", "red")
generate_zone(sb_two_strikes_m, "Curveball", "UCSB Curveballs Missed", "blue")
generate_zone(two_strikes_m, "Curveball", "Opp Curveballs Missed", "blue")
generate_zone(sb_two_strikes_m, "Slider", "UCSB Sliders Missed", "green")
generate_zone(two_strikes_m, "Slider", "Opp Sliders Missed", "green")
generate_zone(sb_two_strikes_m, "Changeup", "UCSB Changeups Missed", "purple")
generate_zone(two_strikes_m, "Changeup", "Opp Changeups Missed", "purple")
generate_zone(sb_two_strikes_m, "Sinker", "UCSB Sinkers Missed", "orange")
generate_zone(two_strikes_m, "Sinker", "Opp Sinkers Missed", "orange")
